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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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Forum Posts

Pragati_17
by Databricks Partner
  • 3875 Views
  • 0 replies
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Parameters Passing to dataset in Databricks Lakeview Dashboard

I have a date range filter in Lakeview Dashboard and i want to distinct count number of months in selected date range filter and divide it with one of the columns and that column is used in counter viualization. But passing parameters is not possible...

  • 3875 Views
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ElaPG
by New Contributor III
  • 4422 Views
  • 1 replies
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Cluster creation / unrestricted policy option

Hi,as an workspace admin I would like to disable cluster creation with "no isolation" access mode. I created a custom policy for that but I still have the option to create cluster with "unrestricted" policy. How can I make sure that nobody will creat...

  • 4422 Views
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Latest Reply
ElaPG
New Contributor III
  • 1 kudos

Hi,thank you for a very informative reply.To sum up, in order to enforce these suggestions:- first solution must be executed on an account level- second solution must be executed on a workspace level (workspace level admin settings)

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Gilg
by Contributor II
  • 2477 Views
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DLT Performance

Hi,Context:I have created a Delta Live Table pipeline in a UC enabled workspace that is set to Continuous.Within this pipeline,I have bronze which uses Autoloader and reads files stored in ADLS Gen2 storage account in a JSON file format. We received ...

  • 2477 Views
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William_Scardua
by Valued Contributor
  • 28250 Views
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How to estimate dataframe size in bytes ?

How guys,How do I estimate the size in bytes from my dataframe (pyspark) ?Have any ideia ?Thank you

  • 28250 Views
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Latest Reply
BroData
New Contributor II
  • 0 kudos

Hi @Dribka @William_Scardua import numpy actual_size_of_each_columns=df.toPandas().memory_usage(deep=True).to_dict() del actual_size_of_each_columns["Index"] for key in actual_size_of_each_columns: print(f"Size of the Column `{key}` -> {actual_si...

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Abdul1
by New Contributor
  • 2447 Views
  • 1 replies
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How to output data from Databricks?

Hello,I am just starting with Databricks in Azure and I need to output the data to an Affinity CRM system.Affinity has an API and I am wondering is there any sort of automated / data pipeline sort of way to tell databricks to just pump the data into ...

  • 2447 Views
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Edthehead
Contributor III
  • 0 kudos

We need more info on what kind of data, volume and what the called APi can handle. Calling an API for single records in parallel can be achieved using UDF(see THIS). You need to be careful to batch the records so that the target API can handle the pa...

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george_ognyanov
by New Contributor III
  • 2160 Views
  • 1 replies
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Orchestrate jobs using a parameter set in a notebook

I am trying to orchestrate my Databricks Workflows tasks using a parameter I would set in a notebook.Given the workflow below I am trying to set a parameter in the Cinderella task which is a python notebook. Once set I would like to use this paramete...

george_ognyanov_0-1701258224857.png george_ognyanov_0-1701259276034.png
  • 2160 Views
  • 1 replies
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Latest Reply
Panda
Valued Contributor
  • 1 kudos

Here's how we can proceed, follow the instructions below:In your previous task, depending on whether you're using Python or Scala, set the task value like this:dbutils.jobs.taskValues.set("check_value", "2")In your if-else task, you must reference th...

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tyas
by New Contributor II
  • 4327 Views
  • 1 replies
  • 1 kudos

Defining Keys

Hello,I have a DataFrame in a Databricks notebook that I've already read and transformed using PySpark-Python. I want to create a table with defined keys (primary and foreign). What is the best method to do this:Create a table and directly define key...

  • 4327 Views
  • 1 replies
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Latest Reply
Hubert-Dudek
Databricks MVP
  • 1 kudos

Remember that keys are for information purposes (they don't validate data integrity). They are used for information in a few places (Feature tables, online tables, PowerBi modelling). The best is to define them in CREATE TABLE syntax, for example:CRE...

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kickbuttowski
by New Contributor II
  • 2721 Views
  • 1 replies
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Resolved! issue in loading the json files in same container with different schemas

Could you tell whether this scenario will work or not  Scenario : i have a container which is having two different json files with diff schemas which will be coming in a streaming manner , i am using an auto loader here to load the files incrementall...

  • 2721 Views
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Latest Reply
MichTalebzadeh
Valued Contributor
  • 1 kudos

Short answer is no. A single Spark AutoLoader typically cannot handle JSON files in a container with two different schemas by default.. AutoLoader relies on schema inference to determine the data structure. It analyses a sample of data from files ass...

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Sans1
by New Contributor III
  • 3510 Views
  • 2 replies
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Delta table vs dynamic views

Hi,My current design is to host the gold layer as dynamic views with masking. I will have couple of use cases that needs the views to be queried with filters.Does this provide equal performance like tables (which has data skipping based on transactio...

  • 3510 Views
  • 2 replies
  • 1 kudos
Latest Reply
Ajay-Pandey
Databricks MVP
  • 1 kudos

Hi @Sans1  Have you only used masking, or you have used any row or column level access control?If it's only masking, then you should go with delta table and if it's row or column level access control then you should prefer dynamic views

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colinsorensen
by New Contributor III
  • 2890 Views
  • 1 replies
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Upgrading to UC. Parent external location for path `s3://____` does not exist"...but it does?

Topic. I am trying to upgrade some external tables in our hive metastore to the unity catalog. I used the upgrade functionality in the UI, as well as its provided SQL: CREATE TABLE `unity_catalog`.`default`.`table` LIKE `hive_metastore`.`schema`.`tab...

  • 2890 Views
  • 1 replies
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colinsorensen
New Contributor III
  • 0 kudos

When I have tried to edit the location to include the dbfs component (CREATE TABLE`unity_catalog`.`default`.`table`LIKE`hive_metastore`.`schema`.`table` LOCATION 'dbfs:/mnt/foobarbaz')I get a new error:"[UPGRADE_NOT_SUPPORTED.UNSUPPORTED_FILE_SCHEME]...

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colinsorensen
by New Contributor III
  • 4567 Views
  • 3 replies
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"All trials either failed or did not return results to hyperopt." AutoML is not working on a fairly simple classification problem.

First the exploratory notebook fails, though when I run it manually it works just fine.After that, the AutoML notebook eventually fails without completing any trials. I get this: Tried to attach usage logger `pyspark.databricks.pandas.usage_logger`, ...

  • 4567 Views
  • 3 replies
  • 1 kudos
Latest Reply
colinsorensen
New Contributor III
  • 1 kudos

Ultimately this problem magically resolved itself. I think I updated the cluster or something.

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Avinash_Narala
by Databricks Partner
  • 7365 Views
  • 2 replies
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Bootstrap Timeout: DURING CLUSTER START

Hi,When I start a cluster, I am getting below error:Bootstrap Timeout:[id: InstanceId(i-05bbcfbb30027ce2c), status: INSTANCE_INITIALIZING, workerEnvId:WorkerEnvId(workerenv-2247916891060257-01b40fb4-3eb1-4a26-99b4-30d6aa0bfe83), lastStatusChangeTime:...

  • 7365 Views
  • 2 replies
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Latest Reply
dhtubong
New Contributor II
  • 0 kudos

Hello - if you're using DB Community Edition and having Bootstrap Timeout issue, then below resolution may help.Error: Bootstrap Timeout:Node daemon ping timeout in 780000 ms for instance i-00f21ee2d3ca61424 @ 10.172.245.1. Please check network conne...

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Dick1960
by New Contributor II
  • 4930 Views
  • 3 replies
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how to know what is the domain of my databricks workspace

hi,I'm trying to open a support case and it asks me for my domain. in the browser I have: https://adb-27xxxx4341636xxx.5.azuredatabricks.net can you help me ? 

  • 4930 Views
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Latest Reply
Tharun-Kumar
Databricks Employee
  • 2 kudos

@Dick1960 The numeric value you have in the workspace URL is the domain name.In your case, it would be 27xxxx4341636xxx

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Coders
by New Contributor II
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New delta log folder is not getting created

I have following code which reads the stream of data and process the data in the foreachBatch and writes to the provided path as shown below.public static void writeToDatalake(SparkSession session, Configuration config, Dataset<Row> data, Entity enti...

  • 5771 Views
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MikeGo
by Valued Contributor
  • 2380 Views
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WAL for structured streaming

Hi, I cannot find deep-dive on this from latest links. So far the understanding is:Previously SS (structured streaming) copies and caches the data in WAL. After a version, with retrieve less, SS doesn't copy the data to WAL any more, and only stores ...

  • 2380 Views
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